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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

1,216 listings found

2007 Dodge Nitro SXT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2007 Dodge Nitro SXT

Bay Minette, AL

UnscoredInsufficient · 0
$2,735352,100 mi

Bay Minette, AL

2018 Buick Encore Preferred

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Buick Encore Preferred

Repton, AL

UnscoredLimited · 12
$3,500130,060 mi

Comparison: 12 similar vehicles

Repton, AL

2016 Mitsubishi Outlander Sport SE

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Mitsubishi Outlander Sport SE

Repton, AL

UnscoredInsufficient · 0
$3,500162,025 mi

Repton, AL

2014 Ford Edge SEL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Ford Edge SEL

Repton, AL

UnscoredLimited · 7
$3,500166,832 mi

Comparison: 7 similar vehicles

Repton, AL

2013 Ford Edge SEL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Ford Edge SEL

Repton, AL

UnscoredModerate · 35
$3,500184,320 mi

Comparison: 35 similar vehicles

Repton, AL

2009 Nissan Rogue SL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2009 Nissan Rogue SL

Lucedale, MS

UnscoredInsufficient · 4
$3,542118,278 mi

Comparison: 4 similar vehicles

Lucedale, MS

2006 Toyota Highlander Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Toyota Highlander Limited

Bay Minette, AL

UnscoredInsufficient · 0
$3,900199,521 mi

Bay Minette, AL

2019 Chevrolet Equinox LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Chevrolet Equinox LT

Repton, AL

UnscoredRobust · 78
$4,000167,708 mi

Comparison: 78 similar vehicles

Repton, AL

2015 Jeep Grand Cherokee Altitude

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Jeep Grand Cherokee Altitude

Repton, AL

UnscoredLimited · 6
$4,000189,729 mi

Comparison: 6 similar vehicles

Repton, AL

2010 Ford Expedition Eddie Bauer

Image from the dealer's site. OAV does not own, control, or store dealer images.

2010 Ford Expedition Eddie Bauer

Bay Minette, AL

UnscoredInsufficient · 0
$4,073244,744 mi

Bay Minette, AL

2018 Hyundai Santa Fe Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Hyundai Santa Fe Sport

Repton, AL

UnscoredRobust · 52
$4,500178,998 mi

Comparison: 52 similar vehicles

Repton, AL

2019 GMC Acadia SLT-1

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 GMC Acadia SLT-1

Repton, AL

UnscoredInsufficient · 4
$5,000156,932 mi

Comparison: 4 similar vehicles

Repton, AL

2013 GMC Acadia SLE1

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 GMC Acadia SLE1

Bay Minette, AL

UnscoredInsufficient · 0
$5,207186,684 mi

Bay Minette, AL

2015 Chevrolet Traverse LS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Chevrolet Traverse LS

Bay Minette, AL

UnscoredLimited · 6
$5,371144,718 mi

Comparison: 6 similar vehicles

Bay Minette, AL

2017 Chevrolet Equinox LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Chevrolet Equinox LT

Bay Minette, AL

UnscoredModerate · 25
$5,524175,061 mi

Comparison: 25 similar vehicles

Bay Minette, AL

2002 Jeep Grand Cherokee OVERLAND

Image from the dealer's site. OAV does not own, control, or store dealer images.

2002 Jeep Grand Cherokee OVERLAND

Bay Minette, AL

UnscoredInsufficient · 0
$5,597150,960 mi

Bay Minette, AL

2015 Jeep Grand Cherokee Limited

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Jeep Grand Cherokee Limited

Bay Minette, AL

UnscoredLimited · 7
$5,892204,894 mi

Comparison: 7 similar vehicles

Bay Minette, AL

2006 Ford Expedition XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2006 Ford Expedition XLT

Bay Minette, AL

UnscoredInsufficient · 0
$5,896211,814 mi

Bay Minette, AL

2014 Chevrolet Traverse 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Chevrolet Traverse 2LT

Saraland, AL

UnscoredInsufficient · 0
$5,900225,636 mi

Saraland, AL

2016 Nissan Pathfinder S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Nissan Pathfinder S

Thomasville, AL

UnscoredLimited · 8
$5,967168,343 mi

Comparison: 8 similar vehicles

Thomasville, AL

2015 Honda Pilot EX-L

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Honda Pilot EX-L

Lucedale, MS

UnscoredInsufficient · 3
$6,298281,141 mi

Comparison: 3 similar vehicles

Lucedale, MS

2018 Ford Escape S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Escape S

Bay Minette, AL

UnscoredInsufficient · 4
$6,557102,537 mi

Comparison: 4 similar vehicles

Bay Minette, AL

2014 Buick Enclave Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Buick Enclave Premium

Lucedale, MS

UnscoredLimited · 11
$6,813203,976 mi

Comparison: 11 similar vehicles

Lucedale, MS

2003 Chevrolet Tahoe LS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Chevrolet Tahoe LS

Grove Hill, AL

UnscoredInsufficient · 3
$6,892224,648 mi

Comparison: 3 similar vehicles

Grove Hill, AL

2017 Hyundai Santa Fe Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Hyundai Santa Fe Sport

Bay Minette, AL

UnscoredModerate · 27
$6,897185,035 mi

Comparison: 27 similar vehicles

Bay Minette, AL

2003 Ford Expedition Eddie Bauer

Image from the dealer's site. OAV does not own, control, or store dealer images.

2003 Ford Expedition Eddie Bauer

Bay Minette, AL

UnscoredInsufficient · 3
$6,899204,927 mi

Comparison: 3 similar vehicles

Bay Minette, AL

2013 Kia Sportage LX

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Kia Sportage LX

Monroeville, AL

UnscoredLimited · 12
$6,995229,171 mi

Comparison: 12 similar vehicles

Monroeville, AL

2011 Ford Escape XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2011 Ford Escape XLT

Monroeville, AL

UnscoredInsufficient · 3
$6,995178,558 mi

Comparison: 3 similar vehicles

Monroeville, AL

2015 GMC Yukon XL SLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 GMC Yukon XL SLT

Bay Minette, AL

UnscoredInsufficient · 4
$7,593268,128 mi

Comparison: 4 similar vehicles

Bay Minette, AL

2016 Ford Edge Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Edge Titanium

Bay Minette, AL

UnscoredLimited · 6
$7,888133,062 mi

Comparison: 6 similar vehicles

Bay Minette, AL

2018 Ford Edge Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2018 Ford Edge Titanium

Monroeville, AL

UnscoredLimited · 19
$7,900176,922 mi

Comparison: 19 similar vehicles

Monroeville, AL

2008 Chevrolet Suburban LS

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Chevrolet Suburban LS

Monroeville, AL

UnscoredInsufficient · 0
$7,989214,019 mi

Monroeville, AL

2015 Lincoln Navigator Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Lincoln Navigator Base

Monroeville, AL

UnscoredLimited · 15
$7,990180,485 mi

Comparison: 15 similar vehicles

Monroeville, AL

No Photo

2016 Chevrolet Trax LT

Chatom, AL

UnscoredInsufficient · 3
$7,995126,225 mi

Comparison: 3 similar vehicles

Chatom, AL

2015 Ford Edge Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Ford Edge Sport

Bay Minette, AL

UnscoredInsufficient · 4
$8,231190,981 mi

Comparison: 4 similar vehicles

Bay Minette, AL

2017 INFINITI QX80 Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 INFINITI QX80 Base

Bay Minette, AL

UnscoredInsufficient · 3
$8,896178,514 mi

Comparison: 3 similar vehicles

Bay Minette, AL

No Photo

2015 Buick Encore Base

Chatom, AL

UnscoredInsufficient · 4
$8,995121,947 mi

Comparison: 4 similar vehicles

Chatom, AL

2014 Jeep Patriot Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Jeep Patriot Sport

Satsuma, AL

UnscoredLimited · 5
$8,99589,714 mi

Comparison: 5 similar vehicles

Satsuma, AL

2014 Jeep Grand Cherokee Laredo

Image from the dealer's site. OAV does not own, control, or store dealer images.

2014 Jeep Grand Cherokee Laredo

Camden, AL

UnscoredModerate · 20
$8,995282,000 mi

Comparison: 20 similar vehicles

Camden, AL

2013 Buick Encore Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Buick Encore Premium

Thomasville, AL

UnscoredLimited · 6
$8,995111,912 mi

Comparison: 6 similar vehicles

Thomasville, AL

2017 Ford Explorer XLT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 Ford Explorer XLT

Bay Minette, AL

UnscoredModerate · 34
$9,445163,618 mi

Comparison: 34 similar vehicles

Bay Minette, AL

2019 Chevrolet Tahoe LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2019 Chevrolet Tahoe LT

Lucedale, MS

UnscoredModerate · 20
$9,495224,466 mi

Comparison: 20 similar vehicles

Lucedale, MS

2008 Jeep Wrangler X

Image from the dealer's site. OAV does not own, control, or store dealer images.

2008 Jeep Wrangler X

Bay Minette, AL

OverpricedLimited · 15
$9,531187,045 mi

Market: $9,088 – $9,163

Comparison: 15 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Bay Minette, AL

2016 Ford Escape Titanium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Escape Titanium

Bay Minette, AL

Salvage title
$9,599145,627 mi

Bay Minette, AL

2015 Jeep Grand Cherokee Laredo E

Image from the dealer's site. OAV does not own, control, or store dealer images.

2015 Jeep Grand Cherokee Laredo E

Bay Minette, AL

UnscoredLimited · 7
$9,888147,992 mi

Comparison: 7 similar vehicles

Bay Minette, AL

2016 Ford Expedition XL

Image from the dealer's site. OAV does not own, control, or store dealer images.

2016 Ford Expedition XL

Monroeville, AL

UnscoredInsufficient · 0
$9,995148,707 mi

Monroeville, AL

No Photo

2015 Ford Escape SE

Chatom, AL

Fair PriceModerate · 41
$9,99592,416 mi

Market: $3,990 – $12,395

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Chatom, AL

2013 Cadillac Escalade Luxury

Image from the dealer's site. OAV does not own, control, or store dealer images.

2013 Cadillac Escalade Luxury

Thomasville, AL

UnscoredInsufficient · 0
$9,995198,192 mi

Thomasville, AL

2017 INFINITI QX60 Base

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 INFINITI QX60 Base

Grove Hill, AL

UnscoredLimited · 19
$10,575143,281 mi

Comparison: 19 similar vehicles

Grove Hill, AL

2017 BMW X5 xDrive35i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2017 BMW X5 xDrive35i

Saraland, AL

UnscoredLimited · 8
$10,995148,384 mi

Comparison: 8 similar vehicles

Saraland, AL

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV.io compares with CarGurus, Cars.com and TrueCar

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market.
  • Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers route inbound buyer inquiries and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
What technology powers OAV's deal ratings?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

Related questions

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